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Learning Atom-based Parameters

This facility can be used to obtain bond, bond angle, dihedral angle, or improper angle equilibrium parameters and energy constants from selected atoms of Cartesian coordinate sets. The coordinates are specified in the main coordinate set. The statement learns parameters only for those interaction terms that are turned on by the flags statement (Section 4.5 ). The learned parameters will take precedence over the type-based parameters.

The equilibrium geometry parameters can be directly obtained from a single coordinate set or averaged over successive coordinate sets. If just a single coordinate set is available, one can learn only the equilibrium geometry, not the energy constants. If an ensemble of coordinates is available, energy constants can be derived assuming equipartition of energy among the different internal coordinates. This is only approximately verified in a real system, since there is actually coupling among the internal coordinates.

$\displaystyle k_b$	$\textstyle =$	$\displaystyle \frac{kT}{ 2 <(r-<r>)^2>}$	(3.1)
$\displaystyle k_{\theta}$	$\textstyle =$	$\displaystyle \frac{kT} { 2 <(\theta-<\theta>)^2>}$
$\displaystyle k_{\phi}$	$\textstyle =$	$\displaystyle \frac {kT} {2 <(\phi-<\phi>)^2> }$	(3.2)

The brackets represent an average over the ensemble of coordinate sets.

is the mean thermal energy per harmonic degree of freedom at

; Eqs. 4.4, 4.5, and 4.6 define the other constants. The last expression assumes that all dihedral angles and torsion angles are represented by a harmonic functional form with periodicity

set to zero (Eq. 4.6). In fact, the learn facility will set the periodicity of all “learned" dihedral and improper angles to zero. In the case that one of the variances in the denominators of Eq. 3.1 becomes zero, the corresponding energy constant is set to 999999.

Parameter learning is not possible for nonbonded and hydrogen-bonded parameters.

learn-statement:==

INITiate { learn-options }: initializes selected parameters for the learning process.
ACCUmulate: includes data from the current main coordinate set in the running averages.
TERMinate: calculates final averages.

learn-options:==

SELEction=selection: learns atom-based parameters for specified atoms. All atoms of a particular interaction term (bond, bond angle, dihedral angle, improper angle) have to be selected in order for the parameters for that term to be learned (default: (ALL) ).
MODE=STATistics $\vert$ NOSTatistics: specifies whether energy constants are to be learned using Eq. 3.1. The energy constants will be learned if STATistics is specified; otherwise the energy constants will be untouched (default: STATistics).

Note: It is important that the learn options be specified in the initialization stage, e.g.,

learn initiate selection=( name c* ) MODE=STATistics end
learn accumulate end
learn terminate  end

Subsections

Xplor-NIH 2025-11-07